Real-life ankle submovements and computer mouse use reflect patient-reported function in adult ataxias

被引:4
作者
Eklund, Nicole M. [1 ]
Ouillon, Jessey [1 ]
Pandey, Vineet [2 ]
Stephen, Christopher D. [1 ,3 ]
Schmahmann, Jeremy D. [1 ,3 ]
Edgerton, Jeremy [4 ]
Gajos, Krzysztof Z. [2 ]
Gupta, Anoopum S. [1 ,3 ,5 ]
机构
[1] Harvard Med Sch, Massachusetts Gen Hosp, Dept Neurol, Boston, MA 02114 USA
[2] Harvard Univ, Sch Engn & Appl Sci, Allston, MA 02138 USA
[3] Massachusetts Gen Hosp, Ataxia Ctr, Dept Neurol, Boston, MA 02114 USA
[4] Biogen Digital Hlth, Cambridge, MA 02142 USA
[5] Massachusetts Gen Hosp, Dept Neurol, 100 Cambridge St, Boston, MA 02114 USA
关键词
spinocerebellar ataxia; multiple system atrophy; biomarkers; wearable devices; outcome measures; CEREBELLAR-ATAXIA; RATING-SCALE; MOVEMENTS; TECHNOLOGIES; DISEASE; COORDINATION; HAND;
D O I
10.1093/braincomms/fcad064
中图分类号
R74 [神经病学与精神病学];
学科分类号
摘要
Novel disease-modifying therapies are being evaluated in spinocerebellar ataxias and multiple system atrophy. Clinician-performed disease rating scales are relatively insensitive for measuring disease change over time, resulting in large and long clinical trials. We tested the hypothesis that sensors worn continuously at home during natural behaviour and a web-based computer mouse task performed at home could produce interpretable, meaningful and reliable motor measures for potential use in clinical trials. Thirty-four individuals with degenerative ataxias (spinocerebellar ataxia types 1, 2, 3 and 6 and multiple system atrophy of the cerebellar type) and eight age-matched controls completed the cross-sectional study. Participants wore an ankle and wrist sensor continuously at home for 1 week and completed the Hevelius computer mouse task eight times over 4 weeks. We examined properties of motor primitives called 'submovements' derived from the continuous wearable sensors and properties of computer mouse clicks and trajectories in relationship to patient-reported measures of function (Patient-Reported Outcome Measure of Ataxia) and ataxia rating scales (Scale for the Assessment and Rating of Ataxia and the Brief Ataxia Rating Scale). The test-retest reliability of digital measures and differences between ataxia and control participants were evaluated. Individuals with ataxia had smaller, slower and less powerful ankle submovements during natural behaviour at home. A composite measure based on ankle submovements strongly correlated with ataxia rating scale scores (Pearson's r = 0.82-0.88), strongly correlated with self-reported function (r = 0.81), had high test-retest reliability (intraclass correlation coefficient = 0.95) and distinguished ataxia and control participants, including preataxic individuals (n = 4) from controls. A composite measure based on computer mouse movements and clicks strongly correlated with ataxia rating scale total (r = 0.86-0.88) and arm scores (r = 0.65-0.75), correlated well with self-reported function (r = 0.72-0.73) and had high test-retest reliability (intraclass correlation coefficient = 0.99). These data indicate that interpretable, meaningful and highly reliable motor measures can be obtained from continuous measurement of natural movement, particularly at the ankle location, and from computer mouse movements during a simple point-and-click task performed at home. This study supports the use of these two inexpensive and easy-to-use technologies in longitudinal natural history studies in spinocerebellar ataxias and multiple system atrophy of the cerebellar type and shows promise as potential motor outcome measures in interventional trials. Eklund et al. describe a new approach for capturing motor impairment in ataxia, using an ankle sensor worn continuously at home. Submovement measures were highly reliable, strongly related to patient function and differed in preataxic individuals and controls, demonstrating potential as a sensitive motor outcome measure.
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页数:16
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共 59 条
  • [1] Implementation of Mobile Health Technologies in Clinical Trials of Movement Disorders: Underutilized Potential
    Artusi, Carlo Alberto
    Imbalzano, Gabriele
    Sturchio, Andrea
    Pilotto, Andrea
    Montanaro, Elisa
    Padovani, Alessandro
    Lopiano, Leonardo
    Maetzler, Walter
    Espay, Alberto J.
    [J]. NEUROTHERAPEUTICS, 2020, 17 (04) : 1736 - 1746
  • [2] Spinocerebellar ataxias: prospects and challenges for therapy development
    Ashizawa, Tetsuo
    Oz, Gulin
    Paulson, Henry L.
    [J]. NATURE REVIEWS NEUROLOGY, 2018, 14 (10) : 590 - 605
  • [3] Babinski J, 1902, REV NEUROL-FRANCE, V10, P1013
  • [4] Measurements of Hand Function in Degenerative Cerebellar Disease A Case-Control Pilot Study
    Barbuto, Scott
    Mackenzie, Stuart
    Kuo, Sheng-Han
    Kitago, Tomoko
    Stein, Joel
    [J]. AMERICAN JOURNAL OF PHYSICAL MEDICINE & REHABILITATION, 2020, 99 (09) : 795 - 800
  • [5] Cerebellar ataxia: Abnormal control of interaction torques across multiple joints
    Bastian, AJ
    Martin, TA
    Keating, JG
    Thach, WT
    [J]. JOURNAL OF NEUROPHYSIOLOGY, 1996, 76 (01) : 492 - 509
  • [6] COORDINATION OF A MULTIJOINT MOVEMENT IN NORMAL HUMANS AND IN PATIENTS WITH CEREBELLAR DYSFUNCTION
    BECKER, WJ
    KUNESCH, E
    FREUND, HJ
    [J]. CANADIAN JOURNAL OF NEUROLOGICAL SCIENCES, 1990, 17 (03) : 264 - 274
  • [7] CONTROLLING THE FALSE DISCOVERY RATE - A PRACTICAL AND POWERFUL APPROACH TO MULTIPLE TESTING
    BENJAMINI, Y
    HOCHBERG, Y
    [J]. JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY, 1995, 57 (01) : 289 - 300
  • [8] Design and results of a smartphone-based digital phenotyping study to quantify ALS progression
    Berry, James D.
    Paganoni, Sabrina
    Carlson, Kenzie
    Burke, Katherine
    Weber, Harli
    Staples, Patrick
    Salinas, Joel
    Chan, James
    Green, Jordan R.
    Connaghan, Kathryn
    Barback, Josh
    Onnela, Jukka Pekka
    [J]. ANNALS OF CLINICAL AND TRANSLATIONAL NEUROLOGY, 2019, 6 (05): : 873 - 881
  • [9] A triaxial accelerometer and portable data processing unit for the assessment of daily physical activity
    Bouten, CVC
    Koekkoek, KTM
    Verduin, M
    Kodde, R
    Janssen, JD
    [J]. IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 1997, 44 (03) : 136 - 147
  • [10] Evaluating more naturalistic outcome measures A 1-year smartphone study in multiple sclerosis
    Bove, Riley
    White, Charles C.
    Giovannoni, Gavin
    Glanz, Bonnie
    Golubchikov, Victor
    Hujol, Johnny
    Jennings, Charles
    Langdon, Dawn
    Lee, Michelle
    Legedza, Anna
    Paskavitz, James
    Prasad, Sashank
    Richert, John
    Robbins, Allison
    Roberts, Susan
    Weiner, Howard
    Ramachandran, Ravi
    Botfield, Martyn
    De Jager, Philip L.
    [J]. NEUROLOGY-NEUROIMMUNOLOGY & NEUROINFLAMMATION, 2015, 2 (06):